{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "block_hidden": true
   },
   "outputs": [],
   "source": [
    "%load_ext rpy2.ipython\n",
    "%matplotlib inline\n",
    "\n",
    "from prophet import Prophet\n",
    "import pandas as pd\n",
    "import logging\n",
    "import warnings\n",
    "\n",
    "logging.getLogger('prophet').setLevel(logging.ERROR)\n",
    "logging.getLogger('numexpr').setLevel(logging.ERROR)\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "block_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Loading required package: Rcpp\n",
      "\n",
      "R[write to console]: Loading required package: rlang\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "library(prophet)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are two main ways that outliers can affect Prophet forecasts. Here we make a forecast on the logged Wikipedia visits to the R page from before, but with a block of bad data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 10 -h 6 -u in\n",
    "df <- read.csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_R_outliers1.csv')\n",
    "m <- prophet(df)\n",
    "future <- make_future_dataframe(m, periods = 1096)\n",
    "forecast <- predict(m, future)\n",
    "plot(m, forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_R_outliers1.csv')\n",
    "m = Prophet()\n",
    "m.fit(df)\n",
    "future = m.make_future_dataframe(periods=1096)\n",
    "forecast = m.predict(future)\n",
    "fig = m.plot(forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The trend forecast seems reasonable, but the uncertainty intervals seem way too wide. Prophet is able to handle the outliers in the history, but only by fitting them with trend changes. The uncertainty model then expects future trend changes of similar magnitude.\n",
    "\n",
    "The best way to handle outliers is to remove them - Prophet has no problem with missing data. If you set their values to `NA` in the history but leave the dates in `future`, then Prophet will give you a prediction for their values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 10 -h 6 -u in\n",
    "outliers <- (as.Date(df$ds) > as.Date('2010-01-01')\n",
    "             & as.Date(df$ds) < as.Date('2011-01-01'))\n",
    "df$y[outliers] = NA\n",
    "m <- prophet(df)\n",
    "forecast <- predict(m, future)\n",
    "plot(m, forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.loc[(df['ds'] > '2010-01-01') & (df['ds'] < '2011-01-01'), 'y'] = None\n",
    "model = Prophet().fit(df)\n",
    "fig = model.plot(model.predict(future))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the above example the outliers messed up the uncertainty estimation but did not impact the main forecast `yhat`. This isn't always the case, as in this example with added outliers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 10 -h 6 -u in\n",
    "df <- read.csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_R_outliers2.csv')\n",
    "m <- prophet(df)\n",
    "future <- make_future_dataframe(m, periods = 1096)\n",
    "forecast <- predict(m, future)\n",
    "plot(m, forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_R_outliers2.csv')\n",
    "m = Prophet()\n",
    "m.fit(df)\n",
    "future = m.make_future_dataframe(periods=1096)\n",
    "forecast = m.predict(future)\n",
    "fig = m.plot(forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here a group of extreme outliers in June 2015 mess up the seasonality estimate, so their effect reverberates into the future forever. Again the right approach is to remove them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 10 -h 6 -u in\n",
    "outliers <- (as.Date(df$ds) > as.Date('2015-06-01')\n",
    "             & as.Date(df$ds) < as.Date('2015-06-30'))\n",
    "df$y[outliers] = NA\n",
    "m <- prophet(df)\n",
    "forecast <- predict(m, future)\n",
    "plot(m, forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.loc[(df['ds'] > '2015-06-01') & (df['ds'] < '2015-06-30'), 'y'] = None\n",
    "m = Prophet().fit(df)\n",
    "fig = m.plot(m.predict(future))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
